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    2,000 2008 extract data spreadsheet jobs found, pricing in USD

    ...Email address, Research areas, Bio, contact details, department, designation, and text/titles of their scientific publications. - The scraped data should be effectively stored in both a spreadsheet and a database, catering to my needs of structured and easy-to-navigate information management. - The expertise that will be ideal for this task includes: proficiency in web scraping techniques and tools, data management skills encompassing both spreadsheet and database handling, a meticulous eye for detail to ensure all the required fields are captured accurately, and, preferably, familiarity with academic/research professionals' data. - The source of data scraping will be primarily university websites that host public profiles of their facu...

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    I need assistance in extracting specific elements from 250 Excel spreadsheet addresses - specifically, the city, state, and ZIP codes. The purpose of this extraction is ultimately to import this data into a specialized software. Ideal Skills: - Strong grasp of Excel - Experience in data extraction and manipulation - Familiarity with data importation process for software applications Deliverables: - Clean and well-organized list of city, state, and ZIP code data extracted from 250 addresses - Recommendations on best practices for importing this data into software.

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    Looking for proficient web scrapers that are...extracting text content and emails from Rocket Reach. I'm expecting robust and accurate deliverables from your end. Necessary Skills: - Experienced in Data Mining and Web Scraping - Familiarity with Rocket Reach, its structure, and content - Ability to extract large amounts of data accurately and quickly Expectations: - extraction of text content and emails - no repeat or empty data - accurate information without any inconsistencies - protection of data privacy principles When applying, please share a detailed project proposal outlining your strategies for scraping Rocket Reach and how you will ensure the quality of the extracted data. Note that only freelancers with detailed proposals will b...

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    I'm looking for an Excel expert to create a spreadsheet for me. Here are the key features I want: - Automatic calculations: I need the spreadsheet to automatically calculate sums and percentages. Prior experience in creating automatic calculations in Excel is important. - Graphs: I would like the spreadsheet to include bar graphs. This will visually display the data in digital format, so freelancers with skills in creating and managing graphs in Excel would be ideal. The final deliverable should be a user-friendly Excel spreadsheet that meets the above requirements. As such, attention to detail, proficiency in Excel, and a knack for visually representing data are all necessary skills for this job. I want to make an Excel that allows me t...

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    I am seeking a skilled web scraper/developer to create a tool that will specifically extract data from Zillow. As a trusted online real estate marketplace, Zillow holds a wealth of property data that I need to acquire for my project. Key Deliverables: I need you to extract the address, price of the property and the contact information for all the houses on Zillow listed as for sale by owner that are listed for at least $10,000 less than their estimated market value. Afterwards, I need the information in a csv file formatted address, price, phone number. I want you to scrape every house listed for sale by owner on the entire website. You will have to write the script to scrape the website and then deliver the csv file to me. Afterwards, I want you to run t...

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    ...responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 2,500 website pages, and then make sure the data is correct in the excel spreadsheet (or csv). Please share what tool you wi...

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    I need a talented data analyst with experience in the real estate industry to help extract valuable information from our past real estate sales records. This should target potential buyers for our current projects and enable more effective advertising. Key responsibilities: - Carefully analyze buyer's name, contact information, property location, price, features, and amenities from past records. - Identify common profiles among buyers who are interested in our projects, particularly US workers seeking better returns on investment outside of the United States. - Deliver insights that will help us improve direct real estate sales to this target demographic. Key Skills/Specialties: - Data Analysis - Real Estate Industry Knowledge - Understanding of inve...

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    Hello Freelancers, We are currently seeking a skilled and detail-oriented data entry specialist to assist with updating our database of vehicle owner information. This project requires checking the expiry dates of vehicle ownership and updating them accordingly based on the data provided from our website. Project Requirements: -Strong attention to detail and accuracy. -Previous experience with data entry tasks. -Ability to follow instructions and work independently. -Excellent time management skills – this project has a tight deadline. -Familiarity with spreadsheets or database software. Scope of Work: -You will be given access to a list of vehicle owner data. -Your task will be to verify and update the expiry dates of vehicle ownership in our databas...

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    I need someone to convert 20 PDF files into Excel spreadsheet format. Secondly, once converted to Excel format, I need a slightly new design (colour scheme) to the existing design found in the PDF files. If you could create several sample designs of how to represent the data in the PDF files in a different way (style?) in Excel? See attached 1 x sample PDF file to convert

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    I require a freelancer to create a dynamic bar chart that represents the changes in my agricultural ...in this project involve: - Understanding the bar chart should reflect the comparison of yearly production versus previous years. - Displaying the data dynamically to show changes on a yearly basis. - Importing data from a spreadsheet format to be presented in the chart. The ideal candidate for this project should have robust experience in data visualization and analysis, with proficiency in tools such as Excel and data visualization software like Tableau or PowerBI. They need to practice attention to detail and have the ability to interpret and represent complex data in an easy-to-understand and aesthetic graph. Familiarity with agricultural ...

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    I am looking to hire a talented and experienced freelancer who specializes in creating Prompts for GPT. Freelancer should have a ML background who could help create custom prompts to get information from documents uploaded in ChatGPT4. The prompts need to be from a legal, risk and compliance prospective to extract information from contract documents. I will provide sample questions that I am looking for to extract. And provide you sample documents. I only need the text for the prompts that can help get the most accurate results.

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    I'm primarily looking for someone with a passion for gaming, specifically within the action games genre. As an ideal candidate, you should be proficient in: - Locating trending and exciting gaming videos, specifically focusing on action games. - Following through a creative process by applying editing techniques such as cutting and joining scenes. - Ideally, you would also know how to extract captivating gaming ideas from these videos and create new, enticing content, making the video stand out from the rest. Previous experience in gaming content creation and video editing is highly desirable. Your ability to add your creative flair to the project while sticking to the action games theme will be key to this role. Multiple project opportunities may be offered if successful.

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    ...auto-generating and sending reminder statements to my firm's clients, based on the information provided via a spreadsheet. Key Project Elements: - Developing a tailored email reminder system to ensure timely payment from clients. - Utilizing input data from a detailed spreadsheet. This includes specifics such as customer names, owed amounts, invoice numbers, and other necessary details. - Configuring the platform to dispatch the statements through email. Expectations: - Detailed understanding of Power Automate is essential, previous experience with similar projects would be a plus. - Familiarity with spreadsheet parsing would be beneficial. - Superior attention to detail, assuring all client data is correctly addressed within the flow. ...

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    We need a Python developer to write a script to extract the following data from Raydium pools on Solana blockchain: - initial volumes of pool liquidity (SOL, created token) - historical transactions (price/volume) for a specific pool - description in words, if available, website, social networks, if added to the created pool And we need this both for historical pools (from January/December) and simply for actual pools. All these variables should be collected in tables. Please describe your experience, preferably with relevant examples. Please start your proposal with word SOLANA

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    **Title: Data Analysis of Airline Ticket Pricing Based on Supply and Demand** **1. Introduction** - Overview of the project - Importance of understanding supply and demand in airline ticket pricing - Objectives of the project **2. Data Collection** - Source of data: Obtain historical data on airline ticket prices, flight schedules, passenger bookings, and other relevant variables. - Data format: Ensure the data is structured and organized for analysis. - Timeframe: Collect data spanning several months or years to capture seasonal variations and long-term trends. **3. Data Preprocessing** - Data cleaning: Remove duplicates, handle missing values, and correct any errors in the data. - Data...

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    I want to create Google add on, which can be downloaded by different users. Work: to send multiple email to different users with custome message, attachment and title. These data located in Google spreadsheet which contains the field like name of email receiver, email id, title , name of file for attachment, message etc. There is no constraints for paid users while for free users daily email are limited to 10.

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    I am in need of a highly skilled and experienced spreadsheet developer to assist me with organizing my self-employment taxes promptly. I require help in compiling business expenses and tax deductions for my tax preparer to submit. My goal is to maximize my tax return. The total income from all of my self-employment endeavors is under $20,000, making this a straightforward business self-employment spreadsheet. Please submit bids appropriate to the simplicity of the task. The most competitive offer from a proficient candidate will be awarded the project.

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    ...cleverly-built spreadsheet that can automatically populate data into specific cells based on the input of four defining variables. I can furnish this information during subsequent discussions. Specifically, the spreadsheet should be functionally proficient in data sorting. It would mean you'd need to creatively implement sorting functions that suit my data management requirements. In your proposal, it would be very helpful to share examples of past work, especially those that demonstrate your expertise in advanced spreadsheet functions. Showcase how you have used spreadsheet functions to handle complex data management tasks. Ideal candidates for this project will possess strong experience with spreadsheet software...

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    ...Genesys Co browse to Kafka for it to send the Co-Browse Reporting Event to Kafka iii) Integrate Infomart to Kafka for it to extract data from the Kafka data stream and transforms it into the COBROWSE_FACTtable iv) To ensure / enable RAA to summarize and organizes the Info Martdata in ways that enable GI2 to extract meaning. v) To support required Custom Report template based on available reporting data field and ensure the required Co-browse reporting data appear in the GI2 Custome Report. vi) To ensure / enable GI2 uses the aggregated data in the Info Mart database to produce Co-browse reports. The ultimate goal of this integration is to achieve and maintain real-time data streaming. The freelancer should possess an in-depth unde...

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    ...Genesys Co browse to Kafka for it to send the Co-Browse Reporting Event to Kafka iii) Integrate Infomart to Kafka for it to extract data from the Kafka data stream and transforms it into the COBROWSE_FACTtable iv) To ensure / enable RAA to summarize and organizes the Info Martdata in ways that enable GI2 to extract meaning. v) To support required Custom Report template based on available reporting data field and ensure the required Co-browse reporting data appear in the GI2 Custome Report. vi) To ensure / enable GI2 uses the aggregated data in the Info Mart database to produce Co-browse reports. The ultimate goal of this integration is to achieve and maintain real-time data streaming. The freelancer should possess an in-depth unde...

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    More details: Which specific data do you want to extract from your Facebook account? Group name, link, public/no public, number of user For which specific groups do you want to extract data from your Facebook account? I am connected to hundreds of groups, I would like to extract their data What specific data do you want to extract from each group? Group name, Group link, number of member,, public or no public group I am connected to hundreds of groups, I would like to extract their data. I would like to save the extracted data in csv or excel. Group name, group link, number of members in the group, whether the group is public or not - that's all the data I'm interested in from the groups in my o...

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    I need a professional with proficiency in Microsoft Excel to develop a comprehensive warehousing spreadsheet for my furniture delivery and installation operation. The spreadsheet will be organized by days of the week, with each delivery contained in its own cell. Key information required in each cell involves: Customer name, Brand of furniture, Order number, item/pallet quantity (breakdown for both), initials of the person who received the delivery, and an additional note field for recording any damages upon receiving the delivery. ` The sheet will need to show our 3 current warehouse locations. Essential skills: - Microsoft Excel (intermediate to advanced level) - Data management and organization - Understanding of warehousing and delivery processes Th...

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    I need assistance with extracting high-resolution people images for use in printed materials. The ideal freelancer for this project should offer: I'm looking for someone with strong Photoshop skills to extract specific mages from various Images of people. Example Image attached. 17 Images to be edited Key requirements include: - Extracting product images from various document types - Knowledge of advanced masking technics - Capable of ensuring the quality of extracted images - Returning extracted images in an accessible and organized manner Ideal candidates will be very detail-oriented and have a strong understanding of image extraction . Previous experience with similar projects is highly desirable. Im looking for TOP QUALITY here. Images are printed in high resolution f...

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    I am in need of an Excel operator to assist with data entry tasks. Ideal candidates would have extensive experience in Excel and be confident in their data entry abilities. Skills and Requirements: - Proficient in Excel data entry - Attention to detail - Experience with Excel formulas is a plus Application Details: Applicants should include their Excel experience details in their application. Please provide information about past related work, specifically focusing on data entry tasks in Excel. Tasks to be Performed: - Input various data points into Excel spreadsheet accurately - Handle high volumes of data entry - Maintain the integrity and accuracy of the data If this sounds like something you can handle, apply now and let'...

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    I'm in need of a freelancer with solid expertise in Excel, specifically in using mathematical functions. This project revolves around efficiently applying these to enhance data organization in my spreadsheet. Skills and Experience: - Extensive knowledge in Excel mathematical functions - Proven ability to handle complex Excel formulas - Prior experience in tasks requiring detailed data organization - Sharp attention to detail and time management Please be ready to showcase samples of your past related work upon your proposal. Your role is crucial in achieving a structured and organized Excel sheet.

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    I'm in need of a freelancer with solid expertise in Excel, specifically in using mathematical functions. This project revolves around efficiently applying these to enhance data organization in my spreadsheet. Skills and Experience: - Extensive knowledge in Excel mathematical functions - Proven ability to handle complex Excel formulas - Prior experience in tasks requiring detailed data organization - Sharp attention to detail and time management Please be ready to showcase samples of your past related work upon your proposal. Your role is crucial in achieving a structured and organized Excel sheet.

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    I'm seeking a data crawling expert to extract data from a website then save it to CSV file for me. Following field need to be collected from crawling: -Product category - Product code - Product name - Price -Product Image Url - Product Url Looking for someone can do it right now and complete in 1 day.

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    I need someone to convert 20 PDF files into Excel spreadsheet format. Secondly, once converted to Excel format, I need a slightly new design (colour scheme) to the existing design found in the PDF files. If you could create several sample designs of how to represent the data in the PDF files in a different way (style?) in Excel? See attached 1 x sample PDF file to convert

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    I need help with a set of questions that need to be solved on Excel with a focus on spreadsheet modelling and data table. Ideal Experience and Skills: - Advanced knowledge of Excel including formulas, charts and graphs - Experience in creating spreadsheet models - Expertise in data tables Application Requirement: To ensure best fit for this task, freelancers should include examples of past work specifically dealing with Excel spreadsheet problems and modelling.

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    I'm looking for an Excel expert to create a spreadsheet for me. Here are the key features I want: - Automatic calculations: I need the spreadsheet to automatically calculate sums and percentages. Prior experience in creating automatic calculations in Excel is important. - Graphs: I would like the spreadsheet to include bar graphs. This will visually display the data in digital format, so freelancers with skills in creating and managing graphs in Excel would be ideal. The final deliverable should be a user-friendly Excel spreadsheet that meets the above requirements. As such, attention to detail, proficiency in Excel, and a knack for visually representing data are all necessary skills for this job. I want to make an Excel that allows me t...

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    I require an organized, thorough freelancer for a large data entry project. The task will involve entering text, numbers, and images into a digital database. Key qualifications include: - Prior experience with data entry - Proficiency in using Excel spreadsheets - Detail-oriented to ensure data accuracy - Ability to handle large volumes of data entries (500+) The completed project should be delivered in an Excel spreadsheet. Along with the primary data entry task, reviewing and correcting any errors is also a requirement for this position. The individual will further need to ensure proper organization of all entered data.

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    Google Jobs Scraper project requiring skills in .NET, Python, Selenium and SQL. The task is to create a crawler to extract job listings based on predefined queries, manage the data in a structured manner, and provide an interface for controlling and monitoring the scraping process. The solution requires adept handling of rate limits and the use of rotating proxies for efficient data scraping. Data To Be Scraped: - Scrape all specified job listing data points. - Store and manage the scraped data in a SQL database for effective access and organization.

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    I'm seeking a proficient freelancer to create a data analysis spreadsheet specifically for number frequency and pattern recognition analysis. This project will require: - Strong understanding of Excel for creating comprehensive, yet user-friendly spreadsheets - Firm understanding of numerical frequency analysis, specifically time series analysis - Unique techniques to present relevant data in an easy-to-understand manner - Ability to make the spreadsheet dynamic so that when new data is entered, the analysis updates automatically Data entry should be through either direct human entry or AI via jpeg or pdf format of a pre-filled handwritten form Experience in advanced data analysis using spreadsheet tools and a solid background i...

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    I'm seeking a proficient web scraper to extract specific text content from Website 1 and deliver it in CSV file format. Skills and experience in data mining and web scraping are crucial for this project. Key Requirements: - Ability to accurately scrape text content from the website URL provided, including all requested fields. - Proven experience working with large data sets - Proficiency in transforming scraped data into CSV format - Attention to detail, ensuring no essential content is missed. By delivering this project successfully, it opens up opportunities for similar, future projects.

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    ...lookout for a talented web developer with expertise in platforms to create a sophisticated online form on our website. This form will integrate with an existing Excel spreadsheet to automatically generate instant service quotes for our clients, based on their specific needs. Our services cater to various room categories, with each category requiring a defined amount of time to service, as detailed in our Excel spreadsheet. Core Requirements: Wix Compatibility & Excel Integration: Seamlessly integrate the online form with our Wix website, pulling data from an Excel spreadsheet to calculate service quotes. The spreadsheet includes details like the number of minutes required for different room types (e.g., 30 classrooms, 10 bathrooms, 4 offices). ...

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    I'm looking for an expert in data collection and management, ideally experienced in marketing campaigns. The task involves creating a robust email database, a vital tool to enhance our marketing strategies. Key Responsibilities: - Developing a comprehensive database that consolidates both emails and individuals' names. This information is essential for customized communication during our campaigns. - Deliver the data in an Excel spreadsheet, a familiar and reliable tool for our team to handle the data. Skills and Experience: - Proven experience in data collection and management - Proficiency in Excel - Understanding of privacy laws and ethical practices in data collection is a plus Only serious and committed individuals should ...

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    Looking to develop an Excel spreadsheet that will streamline tracking of Profits & Losses (P&L), sales, and payments. This obligation demands: - Create excel forms for each client/sale that will encompass information related to change orders, tracking of revenues, tracking of expenses by vendors and liabilities, and profit/loss analysis broken down for each client - Calculations: The spreadsheet must include key formulas such as gross profit margin, profit margin per customer, and payment reconciliation. Ideal candidate should possess advanced Excel skills with a robust understanding of finance and sales metrics. Previous experience in such tasks will be advantageous.

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    I am looking for a skilled and experienced data scraper who can extract targeted information for a data analysis project. Key responsibilities include: - Extracting specific data from a designated website - The data includes product details such as price, product description, and pack size Ideally, you should have: - A firm grounding in web scraping or similar data extraction techniques - Experience in data analysis - A keen eye for detail to ensure accurate data extraction Your main task is to aid in competitive research through your data extraction efforts. An understanding of e-commerce and product data will be beneficial. Your efforts will contribute directly to our overall data analysis strategy.

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    I am in need of a competent spreadsheet developer, preferably with a strong command of both English and Spanish, to assist me in creating a Short Term Rental (STR) financial spreadsheet. Here are the necessary specifics: - The Monthly Spreadsheet Template is not complex, but it must incorporate revenue and especially expense categorization elements and typical Profit & Loss calculations in both US Dollars (USD) and Colombian Pesos (COP) along with published Government/Bank Rates for USD and COP on a monthly basis that will be distributed for operational comment and management of the business. - The Quarterly Spreadsheet Template provides a Financial Summary Report of the relevant Quarter and that provides the financial input for a Quarterly Report Recon...

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    I need someone who is savvy in Excel and spreadsheets. My project involves the following: - Analysis and creating reports from a myriad of data sources which are of medium complexity. - Formulating and implementing functions to streamline the data analysis process. - Design and formatting of the spreadsheet is vital as I'm looking for a complex workbook setup with multiple tabs. -Creating metrics with sales, operation and payroll data The ideal candidate should have proficiency in data analysis, formula creation, and spreadsheet design. A keen eye for detail and the ability to handle complexities will also prove beneficial for the completion of the project.

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    I'm seeking a proficient freelancer able to extract mixed data (numeric and textual) from JPEG images and transpose them into Excel. The data is organized within a tabulated format. Ideal Skills: - Competent in OCR tools usage - Proficient in Excel - Detail-oriented and accurate data entry - Capacity to interpret tabulated data from images Professionals with experience in converting visual data to spreadsheets will be highly desired. An ability to deliver high-quality and accurate work within the agreed time frame is a must.

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    I need someone to swiftly develop a competency framework template for me. This template should be designed in Excel, with semi-automation features. Key parameters that need to be incorporated include: - Technical skills, specifically Data Analysis - Soft skills - Leadership qualities Moreover, the semi-automation of the spreadsheet should entail: - Automatic calculation of scores - Conditional formatting based on scores - Data validation for input fields This project is on a tight deadline. It needs to be completed two to three hours after being awarded. Ideal freelancers will have experience in Excel automation and an understanding of competency frameworks. Please bid with this in mind. 1. Populate the columns highlighted. 2. In the column labelled Score, use...

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    ...bulk upload of volunteer information from a spreadsheet, which will automatically create individual volunteer profiles. A critical aspect of this project is ensuring that the URLs for these new profiles are user and SEO-friendly, adhering to our existing permalink structure as illustrated in the provided screenshot of an active profile. Key Requirements: Data Upload and Mapping: Expertise in processing a one-time bulk upload from a spreadsheet, with fields including first name, city, state, zip code, email, phone number, profile photo URL, and badge image URLs. The process must ensure accurate mapping to our website's backend, maintaining the integrity of the existing volunteer user type structure. Automatic Profile Generation: Each volunteer's data...

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    I'm interested in extracting specific data from Twitter. The information I need includes user profile ad emails, company names, and phone numbers. This will involve data mining through vast amounts of Twitter data using specific keywords to identify and filter out the necessary details. As the data is voluminous, I only need relevant information extracted to maintain focus on my project aims. Ideal Skills and Experience: - Twitter API utilization - Keyword-based search algorithms - Data extraction and mining - Effective data filtration to extract only relevant information. Your assistance in this project will play a vital role in streamlining my research process and ensuring valuable insights from Twitter data.

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    This project involves entering numeric data into an Excel spreadsheet. I have 100-500 entries that require careful and precise entry. To successfully complete this task, here is what I am looking for in a freelancer: - Attention to detail: Accuracy is imperative in this project. - Expert skill level in Excel: You must be able to efficiently navigate and operate Excel. - Experience in data entry: Knowledge in numeric data entry would be an advantage. I am on a tight schedule, so timeliness and dedication to the task are much appreciated.

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    I'm seeking a meticulous freelancer proficient in data entry to assist me with my project. Your responsibilities will includes: - Data Input: Extracting information from PDF files and accurately inputting into an Excel Spreadsheet. - Speed & Accuracy: The task demands both speed and precision, thus you need to be well versed in working with PDFs and Excel. Ideal Skill Set: - Proficient in Microsoft Excel - Strong data entry skills with attention to detail - Experience with handling PDF documents - Consistency in meeting deadlines Please provide samples of previous work you've done with data input from PDF files into Excel. I look forward to your bids.

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    ...responsibilities include: - Scraping text content and images from a test website. - Ensuring the data is accurate and comprehensive. - Organizing scrapped data in an Excel spreadsheet or a csv file. Keen attention to detail is critical. Applicants with prior experience in web scraping, data extraction, and data management, who are comfortable with Excel functions, will be ideal for this project. Please bid on an hourly basis for your time and explain who you will charge by the hour. I'm assuming that you will need to set up the scraping tool, which might take some time, then do the scraping itself from about 1,000 website pages, and then make sure the data is correct in the excel spreadsheet (or csv). Please share what tool you wi...

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    ...insurance settlement files (typically in PDF form created by Xactimate- essentially pdfs of data which mimics spreadsheets; examples attached). The primary objective is to develop a system or ability that can accurately identify discrepancies in settlement amounts allocated room by room, as outlined in insurance settlement PDFs, against our own estimates. Typically an insurance company will provide an Xactimate PDF file to us that contains allotted monies for an insurance loss to estimate the cost of the loss. Our role is to produce our own version of that same file, based on our calculations and observations/costs which are typically way more than what the insurance company allows initially. The data tool therefore would analyze these files (broken down by location ins...

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    ...scrapping tool that can extract all types of data from Websites. This includes not just user data, product data, and post or article data, but also comprehensive product information like product names, prices, descriptions, as well as the website's social links, mobile numbers, addresses, and countries. Ideal Skills & Experience: • Proficient in web scraping • Knowledgeable in data extraction and processing • Able to accurately extract product information • Familiarity with Website A would be a plus This project requires an attention to detail and the ability to handle extensive data. I look forward to receiving your bids. I am looking with the data to be aligned to proper excel format and ...

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    I have a project that requires the extraction of links from a PDF using JavaScript and pdf.js. The main purpose of this task is to obtain relevant information from these links. Here's what you'll need to do: - Parse and identify both internal and external links. - Extract valuable information from these links. - Structure this information into a string output. The ideal candidate for this job should be proficient in JavaScript, with experience in working with , and have a strong understanding of string structures. Previous projects around link extraction or relevant fields are a huge plus.

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